{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.词向量准备"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对embedding.py进行修改并在本地运行400000步得到如下的结果：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中可以看到，意思相近的词距离很近，红圈圈住的数字等，正符合了word2vec的本义"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.在早期，每个单字处理均用one-hot向量表示，如果某个训练集词数很多，one-hot向量会十分长、维度很大，并且单字之间的相对位置没有明显的关系，就不能表示词组含义"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.在word2vec中，word embedding基于神经网络来完成，进行特征提取，得到的最终结果为一个特征矩阵，列表示词向量的数目，行表示单字的词向量，相当于一种降维技术，比如在这个作业中将5000维降至128维，可理解为高维坐标轴上的点转化为低维空间中的点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.每个单字不用one-hot向量，而是采用神经网络训练得到对应的固定长度的浮点向量，可理解为多维空间坐标，单字之间的相对位置还可表示一种含义，并且坐标越近，这个线向量表示某个含义的概率越大，若两个线向量的方向大小相同，则这两个线向量可能表示同一种含义"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.如上图所示，东、风，西、湖互相离的很近，而东、西又表示方向，距离也很近，类似的还有很多，如神、仙，白、发等等"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.RNN训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对train.py,model.py,utils.py进行补充，成功运行出结果，运行中log及最后结果如下："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行log：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后结果：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行10个epoch之后，可以明显看到三首诗学到了具体的内容"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.RNN与全连接及卷积神经网络相比，多了时间这个维度，即将上一时刻的结果作为此刻的输入进行计算，又将此刻的输入作为下一刻的输入，因为所有的序列数据都有相关性，所以每个batch之间也有联系，上一个batch的结果作为下一个batch的输入"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.对于一个序列化数据，在全连接或卷积网络中，每个样本都相互独立，输入为一个样本，而在RNN网络中，由于数据之间有时间相关性，每次输入数据为time_steps个样本数据，所以RNN中数据预处理生成batch至关重要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.另外，在RNN训练过程中，需要注意输入数据，state的维度及输出的维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
